AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Anytype MCP Server
Enables AI assistants to interact with Anytype data through the local API, allowing search, creation, modification, and export of objects, spaces, and lists.
cdgcsearchmetadata
Provides metadata information to AI agents through the search API.
Shrike Security MCP Server
Protects AI agents from threats like prompt injection, jailbreaks, and SQL injection through a multi-layer scanning pipeline. It also enables PII redaction and rehydration to ensure data privacy during LLM interactions.
Linear MCP Server
Provides tools to interact with the Linear API, allowing users to fetch tasks, task details, teams, and users from their Linear workspace.
MCP Linear
A Model Context Protocol server that enables AI assistants to interact with Linear project management systems, allowing users to create, update, and manage issues, projects, teams, and comments through natural language.
Figma MCP Server
A TypeScript server that implements the Model Context Protocol, enabling AI-powered design creation in Figma using natural language prompts through Cursor Agent.
HeroUI MCP Server
A high-quality, open-source Model Context Protocol (MCP) server that bridges AI systems and HeroUI, enabling intelligent assistance for developers working with HeroUI components.
mcp2mqtt
Links IoT devices to AI large models using the MCP and MQTT protocols, enabling natural language control, real-time AI responses, and complex instruction execution for interconnected IoT devices.
Roam Research MCP Server
A Model Context Protocol server that enables Claude Desktop to read from and write to Roam Research graphs, allowing for retrieving page content, finding references, and adding blocks to existing or daily pages.
MCP Make Sound
A Model Context Protocol server for macOS that enables AI assistants to play system sounds for audio feedback, offering informational, warning, and error sound options.
Alfred MCP Server
A robust MCP server that exposes Alfred's REST API, allowing AI assistants to manage skills, MCP connections, execution history, and API keys for workflow automation.
Ecovacs MCP Server
A control server that enables AI assistants to interact with Ecovacs robot vacuums through MCP protocol, supporting device listing, cleaning control, charging control, and status queries.
ComOS Federation Gateway
Multi-tenant MCP gateway for AI commerce. One connection, every store.
engram
MCP adapter for Engram - organizational memory for AI agents
Sundr Repair Advisor
Repair or replace? Get device repair costs, local shops, trade-in values.
rq-scan
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
reddit-insights-mcp
A semantic AI search engine for Reddit that enables users to perform deep research into conversations, subreddits, and trending topics across millions of posts.
MCP & Copilot Studio Learning Project
A comprehensive learning project providing hands-on experience with Model Context Protocol (MCP) server development, featuring calculator and text utility tools for integration with Claude Desktop.
blacksmith
A comprehensive MCP server for Blacksmith CI that enables automated CI run analysis, flaky test detection, and usage monitoring directly through AI interfaces.
Rulemorph MCP Server
A data transformation engine that uses YAML rules to map, format, and convert CSV and JSON data into structured JSON output, supporting expressions, conditions, and DTO generation.
mcp
Connect AI assistants to Nestr to manage tasks, projects, and organizational structures like circles and roles for self-organizing teams.
MCP Document Server
A secure Model Context Protocol server that allows AI assistants to search, list, and read local documents in various formats including PDF, DOCX, and XLSX with built-in path traversal protection.
PyMOL-MCP-Vis
A PyMOL integration for Claude that enables molecular visualization, structural biology analysis, and advanced screenshot capture for visual feedback loops.
notion-mcp
A robust MCP server that provides comprehensive tools for interacting with the Notion API, enabling full management of pages, databases, blocks, and comments via OAuth2.
JetBrains MCP Bridge
A bridge that connects MCP-compatible clients like Cascade and Windsurf to JetBrains IDEs, allowing external AI agents to access IDE-specific tools and features.
Senior Developer Job Description MCP Server
Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.
Twenty CRM MCP Server
A comprehensive MCP server for Twenty CRM that allows AI agents to manage persons, companies, opportunities, notes, and tasks using both GraphQL and REST APIs.
OpenStreetMap MCP Server
A comprehensive MCP server providing 30 tools for geocoding, routing, and OpenStreetMap data analysis. It enables AI assistants to search for locations, calculate travel routes, and perform quality assurance checks on map data.
Star Wars Explorer
A Laravel-based MCP server that integrates with the SWAPI API to search, import, and manage Star Wars character data within a local MySQL database.
gmail-mcp
A Gmail management server using the Dedalus framework and OAuth2 to provide a full suite of tools for searching messages, managing threads, organizing labels, and handling drafts via the Gmail API.